Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	300000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	59.5 MiB
Average record size in memory	208.0 B

Variable types

NUM	16
CAT	10

Warnings

id has unique values Unique

Reproduction

Analysis started	2021-02-08 22:16:30.340495
Analysis finished	2021-02-08 22:18:10.237024
Duration	1 minute and 39.9 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

id
Real number (ℝ_≥0)

UNIQUE

Distinct	300000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	250018.5769
Minimum	1
Maximum	499999
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	1
5-th percentile	24987.95
Q1	124772.5
median	250002.5
Q3	375226.5
95-th percentile	475032.1
Maximum	499999
Range	499998
Interquartile range (IQR)	250454

Descriptive statistics

Standard deviation	144450.15
Coefficient of variation (CV)	0.5777576681
Kurtosis	-1.202249332
Mean	250018.5769
Median Absolute Deviation (MAD)	125228
Skewness	0.0001529463078
Sum	7.500557308e+10
Variance	2.086584584e+10
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2049	1	< 0.1%
158951	1	< 0.1%
177404	1	< 0.1%
167163	1	< 0.1%
165114	1	< 0.1%
171257	1	< 0.1%
189686	1	< 0.1%
195829	1	< 0.1%
193780	1	< 0.1%
181490	1	< 0.1%
Other values (299990)	299990	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%

Value	Count	Frequency (%)
499999	1	< 0.1%
499998	1	< 0.1%
499997	1	< 0.1%
499996	1	< 0.1%
499993	1	< 0.1%

cat0
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

A	281471
B	18529

Frequencies
Length

Value	Count	Frequency (%)
A	281471	93.8%
B	18529	6.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat1
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

A	162678
B	137322

Frequencies
Length

Value	Count	Frequency (%)
A	162678	54.2%
B	137322	45.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat2
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

A	276551
B	23449

Frequencies
Length

Value	Count	Frequency (%)
A	276551	92.2%
B	23449	7.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat3
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

C	183752
A	104464
D	11174
B	610

Frequencies
Length

Value	Count	Frequency (%)
C	183752	61.3%
A	104464	34.8%
D	11174	3.7%
B	610	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat4
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

B	297373
A	1241
C	767
D	619

Frequencies
Length

Value	Count	Frequency (%)
B	297373	99.1%
A	1241	0.4%
C	767	0.3%
D	619	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat5
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

B	149208
D	135151
C	11763
A	3878

Frequencies
Length

Value	Count	Frequency (%)
B	149208	49.7%
D	135151	45.1%
C	11763	3.9%
A	3878	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat6
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

A	292643
B	6344
C	809
D	147
I	24
Other values (3)	33

Frequencies
Length

Value	Count	Frequency (%)
A	292643	97.5%
B	6344	2.1%
C	809	0.3%
D	147	< 0.1%
I	24	< 0.1%
E	19	< 0.1%
H	11	< 0.1%
G	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat7
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

E	267631
D	24356
B	5750
G	1961
F	279
Other values (3)	23

Frequencies
Length

Value	Count	Frequency (%)
E	267631	89.2%
D	24356	8.1%
B	5750	1.9%
G	1961	0.7%
F	279	0.1%
A	14	< 0.1%
C	6	< 0.1%
I	3	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat8
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

C	121054
E	94616
G	42195
A	37878
D	3694
Other values (2)	563

Frequencies
Length

Value	Count	Frequency (%)
C	121054	40.4%
E	94616	31.5%
G	42195	14.1%
A	37878	12.6%
D	3694	1.2%
F	549	0.2%
B	14	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cat9
Categorical

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.3 MiB

F	107281
I	50064
L	42200
H	24759
K	20955
Other values (10)	54741

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
F	107281	35.8%
I	50064	16.7%
L	42200	14.1%
H	24759	8.3%
K	20955	7.0%
A	13408	4.5%
G	10409	3.5%
M	9838	3.3%
J	6981	2.3%
O	6173	2.1%
Other values (5)	7932	2.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

cont0
Real number (ℝ)

Distinct	299830
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.524633789
Minimum	-0.09350536055
Maximum	1.052665996
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.09350536055
5-th percentile	0.2514193718
Q1	0.3704508256
median	0.4922083191
Q3	0.6547925468
95-th percentile	0.9326039757
Maximum	1.052665996
Range	1.146171357
Interquartile range (IQR)	0.2843417212

Descriptive statistics

Standard deviation	0.2048746106
Coefficient of variation (CV)	0.3905097516
Kurtosis	-0.2241451429
Mean	0.524633789
Median Absolute Deviation (MAD)	0.1397477691
Skewness	0.5098842266
Sum	157390.1367
Variance	0.04197360607
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4560714025	2	< 0.1%
0.6801987809	2	< 0.1%
0.4930380606	2	< 0.1%
0.4683074375	2	< 0.1%
0.3461965667	2	< 0.1%
0.3372972656	2	< 0.1%
0.3489577861	2	< 0.1%
0.4988903173	2	< 0.1%
0.3609564062	2	< 0.1%
0.508918992	2	< 0.1%
Other values (299820)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.09350536055	1	< 0.1%
-0.08429116477	1	< 0.1%
-0.08151528875	1	< 0.1%
-0.07723720256	1	< 0.1%
-0.07590473341	1	< 0.1%

Value	Count	Frequency (%)
1.052665996	1	< 0.1%
1.047962912	1	< 0.1%
1.044700298	1	< 0.1%
1.044469089	1	< 0.1%
1.04391612	1	< 0.1%

cont1
Real number (ℝ)

Distinct	299642
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5066489299
Minimum	-0.05510510604
Maximum	0.8517463757
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.05510510604
5-th percentile	0.04928001596
Q1	0.3523071228
median	0.6151562832
Q3	0.6881497715
95-th percentile	0.7756661163
Maximum	0.8517463757
Range	0.9068514817
Interquartile range (IQR)	0.3358426487

Descriptive statistics

Standard deviation	0.2352694791
Coefficient of variation (CV)	0.4643639121
Kurtosis	-0.6912706609
Mean	0.5066489299
Median Absolute Deviation (MAD)	0.1322055851
Skewness	-0.7264677191
Sum	151994.679
Variance	0.05535172781
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7609876137	2	< 0.1%
0.5516212538	2	< 0.1%
0.7533256983	2	< 0.1%
0.6708453372	2	< 0.1%
0.6374363124	2	< 0.1%
0.6508764411	2	< 0.1%
0.6204438534	2	< 0.1%
0.7311381673	2	< 0.1%
0.6389326584	2	< 0.1%
0.04342531913	2	< 0.1%
Other values (299632)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.05510510604	1	< 0.1%
-0.04931508474	1	< 0.1%
-0.04883282998	1	< 0.1%
-0.04778759545	1	< 0.1%
-0.04676215247	1	< 0.1%

Value	Count	Frequency (%)
0.8517463757	1	< 0.1%
0.8475761216	1	< 0.1%
0.8473649654	1	< 0.1%
0.8472583892	1	< 0.1%
0.8457408625	1	< 0.1%

cont2
Real number (ℝ)

Distinct	299707
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4441147267
Minimum	-0.06027372205
Maximum	1.017689219
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.06027372205
5-th percentile	0.1279779537
Q1	0.3141211439
median	0.4572706105
Q3	0.5548352803
95-th percentile	0.7856643395
Maximum	1.017689219
Range	1.077962941
Interquartile range (IQR)	0.2407141364

Descriptive statistics

Standard deviation	0.2000885238
Coefficient of variation (CV)	0.4505334135
Kurtosis	-0.1517279878
Mean	0.4441147267
Median Absolute Deviation (MAD)	0.1299177548
Skewness	0.1710232658
Sum	133234.418
Variance	0.04003541735
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4585841713	2	< 0.1%
0.1678112063	2	< 0.1%
0.4073022758	2	< 0.1%
0.6442625744	2	< 0.1%
0.391572095	2	< 0.1%
0.4505376107	2	< 0.1%
0.3522814386	2	< 0.1%
0.6608548729	2	< 0.1%
0.434396014	2	< 0.1%
0.3933225102	2	< 0.1%
Other values (299697)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.06027372205	1	< 0.1%
-0.05726183114	1	< 0.1%
-0.05584678114	1	< 0.1%
-0.05447625363	1	< 0.1%
-0.05408701575	1	< 0.1%

Value	Count	Frequency (%)
1.017689219	1	< 0.1%
1.014034228	1	< 0.1%
1.013120756	1	< 0.1%
1.012765314	1	< 0.1%
1.004610862	1	< 0.1%

cont3
Real number (ℝ_≥0)

Distinct	299796
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4462141003
Minimum	0.134759848
Maximum	1.006468677
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.134759848
5-th percentile	0.1697756861
Q1	0.2145721353
median	0.3778233694
Q3	0.7197584307
95-th percentile	0.8231545671
Maximum	1.006468677
Range	0.8717088288
Interquartile range (IQR)	0.5051862955

Descriptive statistics

Standard deviation	0.238669041
Coefficient of variation (CV)	0.5348756142
Kurtosis	-1.362968261
Mean	0.4462141003
Median Absolute Deviation (MAD)	0.1839353469
Skewness	0.4015277675
Sum	133864.2301
Variance	0.05696291111
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3852205792	2	< 0.1%
0.7449862479	2	< 0.1%
0.2149184211	2	< 0.1%
0.1947428184	2	< 0.1%
0.3477642227	2	< 0.1%
0.357932437	2	< 0.1%
0.1600022898	2	< 0.1%
0.1660321026	2	< 0.1%
0.747554062	2	< 0.1%
0.3498813174	2	< 0.1%
Other values (299786)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.134759848	1	< 0.1%
0.1356604394	1	< 0.1%
0.1362060803	1	< 0.1%
0.1363881483	1	< 0.1%
0.1364402415	1	< 0.1%

Value	Count	Frequency (%)
1.006468677	1	< 0.1%
1.003940291	1	< 0.1%
0.9969731804	1	< 0.1%
0.9910977123	1	< 0.1%
0.9887089693	1	< 0.1%

cont4
Real number (ℝ_≥0)

Distinct	299736
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.455471435
Minimum	0.1892162896
Maximum	0.9940500684
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.1892162896
5-th percentile	0.2768757143
Q1	0.2798526181
median	0.4113511369
Q3	0.621808131
95-th percentile	0.8272805699
Maximum	0.9940500684
Range	0.8048337788
Interquartile range (IQR)	0.3419555129

Descriptive statistics

Standard deviation	0.2006950827
Coefficient of variation (CV)	0.4406315463
Kurtosis	-0.8981667078
Mean	0.455471435
Median Absolute Deviation (MAD)	0.1319898
Skewness	0.7436693388
Sum	136641.4305
Variance	0.04027851622
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2792919534	3	< 0.1%
0.7196430026	2	< 0.1%
0.2587691724	2	< 0.1%
0.2774150506	2	< 0.1%
0.2783440273	2	< 0.1%
0.278350752	2	< 0.1%
0.2802594014	2	< 0.1%
0.279204459	2	< 0.1%
0.2799262621	2	< 0.1%
0.2776613497	2	< 0.1%
Other values (299726)	299979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1892162896	1	< 0.1%
0.1915212826	1	< 0.1%
0.1927385949	1	< 0.1%
0.1928958691	1	< 0.1%
0.1944662391	1	< 0.1%

Value	Count	Frequency (%)
0.9940500684	1	< 0.1%
0.9837858239	1	< 0.1%
0.9746762892	1	< 0.1%
0.9734029052	1	< 0.1%
0.9711389496	1	< 0.1%

cont5
Real number (ℝ)

Distinct	299857
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5083365866
Minimum	-0.08724666205
Maximum	1.044433461
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.08724666205
5-th percentile	0.2114987688
Q1	0.3387473087
median	0.4413842656
Q3	0.7095145248
95-th percentile	0.9226693048
Maximum	1.044433461
Range	1.131680123
Interquartile range (IQR)	0.3707672161

Descriptive statistics

Standard deviation	0.2316121906
Coefficient of variation (CV)	0.455627623
Kurtosis	-0.9605123321
Mean	0.5083365866
Median Absolute Deviation (MAD)	0.1697970386
Skewness	0.5111504075
Sum	152500.976
Variance	0.05364420686
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3860724892	2	< 0.1%
0.2408908087	2	< 0.1%
0.2663496701	2	< 0.1%
0.3778093369	2	< 0.1%
0.7991562877	2	< 0.1%
0.443814565	2	< 0.1%
0.7487363578	2	< 0.1%
0.2728234387	2	< 0.1%
0.8664042048	2	< 0.1%
0.3397759862	2	< 0.1%
Other values (299847)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.08724666205	1	< 0.1%
-0.01892834578	1	< 0.1%
0.01732678368	1	< 0.1%
0.02789173931	1	< 0.1%
0.03055298554	1	< 0.1%

Value	Count	Frequency (%)
1.044433461	1	< 0.1%
1.041097235	1	< 0.1%
1.040165077	1	< 0.1%
1.039924191	1	< 0.1%
1.03979545	1	< 0.1%

cont6
Real number (ℝ_≥0)

Distinct	299875
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4783452172
Minimum	0.04395333548
Maximum	1.093311508
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.04395333548
5-th percentile	0.2481665982
Q1	0.3398959616
median	0.410089752
Q3	0.6042464047
95-th percentile	0.8689058501
Maximum	1.093311508
Range	1.049358172
Interquartile range (IQR)	0.2643504431

Descriptive statistics

Standard deviation	0.1924322851
Coefficient of variation (CV)	0.4022874656
Kurtosis	-0.1490648539
Mean	0.4783452172
Median Absolute Deviation (MAD)	0.09975577419
Skewness	0.8710045443
Sum	143503.5652
Variance	0.03703018436
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6098912541	2	< 0.1%
0.2350868814	2	< 0.1%
0.3964871376	2	< 0.1%
0.2466746401	2	< 0.1%
0.2730613587	2	< 0.1%
0.3985872577	2	< 0.1%
0.3932007262	2	< 0.1%
0.2537843024	2	< 0.1%
0.9318401104	2	< 0.1%
0.3650764499	2	< 0.1%
Other values (299865)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.04395333548	1	< 0.1%
0.05054153902	1	< 0.1%
0.05191413439	1	< 0.1%
0.05208155824	1	< 0.1%
0.05233008675	1	< 0.1%

Value	Count	Frequency (%)
1.093311508	1	< 0.1%
1.086769156	1	< 0.1%
1.085660826	1	< 0.1%
1.084925361	1	< 0.1%
1.084750491	1	< 0.1%

cont7
Real number (ℝ_≥0)

Distinct	299832
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.45590421
Minimum	0.2087026958
Maximum	1.036540503
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.2087026958
5-th percentile	0.2397147848
Q1	0.2780409482
median	0.3607356108
Q3	0.6393880398
95-th percentile	0.8533803757
Maximum	1.036540503
Range	0.8278378069
Interquartile range (IQR)	0.3613470916

Descriptive statistics

Standard deviation	0.2044927142
Coefficient of variation (CV)	0.4485431581
Kurtosis	-0.7468133166
Mean	0.45590421
Median Absolute Deviation (MAD)	0.1122627755
Skewness	0.7051679981
Sum	136771.263
Variance	0.04181727015
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2851157547	2	< 0.1%
0.3439632618	2	< 0.1%
0.4734162923	2	< 0.1%
0.6513646586	2	< 0.1%
0.3006936796	2	< 0.1%
0.3249387366	2	< 0.1%
0.7657798896	2	< 0.1%
0.2321970514	2	< 0.1%
0.7633394589	2	< 0.1%
0.6618641241	2	< 0.1%
Other values (299822)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2087026958	1	< 0.1%
0.2094665209	1	< 0.1%
0.2101580642	1	< 0.1%
0.2105090733	1	< 0.1%
0.2105537786	1	< 0.1%

Value	Count	Frequency (%)
1.036540503	1	< 0.1%
1.035724038	1	< 0.1%
1.035470569	1	< 0.1%
1.03145898	1	< 0.1%
1.029685806	1	< 0.1%

cont8
Real number (ℝ_≥0)

Distinct	299765
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4593209938
Minimum	0.004041388119
Maximum	1.014155557
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.004041388119
5-th percentile	0.1405207448
Q1	0.3086545446
median	0.4258013333
Q3	0.5415252359
95-th percentile	0.9077543621
Maximum	1.014155557
Range	1.010114169
Interquartile range (IQR)	0.2328706913

Descriptive statistics

Standard deviation	0.220641617
Coefficient of variation (CV)	0.4803647558
Kurtosis	-0.09412954961
Mean	0.4593209938
Median Absolute Deviation (MAD)	0.1169121001
Skewness	0.725130309
Sum	137796.2982
Variance	0.04868272316
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3041154756	2	< 0.1%
0.3657306513	2	< 0.1%
0.4590615545	2	< 0.1%
0.5023262668	2	< 0.1%
0.8710757732	2	< 0.1%
0.8761131015	2	< 0.1%
0.4040838067	2	< 0.1%
0.6034779781	2	< 0.1%
0.4162661644	2	< 0.1%
0.8709318274	2	< 0.1%
Other values (299755)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004041388119	1	< 0.1%
0.004490192741	1	< 0.1%
0.009537106334	1	< 0.1%
0.009616991211	1	< 0.1%
0.0102242393	1	< 0.1%

Value	Count	Frequency (%)
1.014155557	1	< 0.1%
1.013401927	1	< 0.1%
1.012661764	1	< 0.1%
1.011870334	1	< 0.1%
1.011292281	1	< 0.1%

cont9
Real number (ℝ_≥0)

Distinct	299863
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5268991427
Minimum	0.07303994469
Maximum	0.9720914516
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.07303994469
5-th percentile	0.232363823
Q1	0.3619570588
median	0.4888671825
Q3	0.7527645954
95-th percentile	0.8337855587
Maximum	0.9720914516
Range	0.899051507
Interquartile range (IQR)	0.3908075366

Descriptive statistics

Standard deviation	0.204025052
Coefficient of variation (CV)	0.3872184171
Kurtosis	-1.211933365
Mean	0.5268991427
Median Absolute Deviation (MAD)	0.1550879577
Skewness	0.2232278554
Sum	158069.7428
Variance	0.04162622184
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7830558473	2	< 0.1%
0.8156356359	2	< 0.1%
0.6317912834	2	< 0.1%
0.8207000644	2	< 0.1%
0.8176908478	2	< 0.1%
0.8126861353	2	< 0.1%
0.807500815	2	< 0.1%
0.196485855	2	< 0.1%
0.8173360067	2	< 0.1%
0.3461489301	2	< 0.1%
Other values (299853)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.07303994469	1	< 0.1%
0.08050657872	1	< 0.1%
0.08091262586	1	< 0.1%
0.08267598197	1	< 0.1%
0.08340700918	1	< 0.1%

Value	Count	Frequency (%)
0.9720914516	1	< 0.1%
0.9690038723	1	< 0.1%
0.965512222	1	< 0.1%
0.9634616139	1	< 0.1%
0.9629578089	1	< 0.1%

cont10
Real number (ℝ_≥0)

Distinct	299894
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5049429014
Minimum	0.05964379697
Maximum	1.029773341
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.05964379697
5-th percentile	0.1945640674
Q1	0.338897848
median	0.519854825
Q3	0.6728090213
95-th percentile	0.8382278076
Maximum	1.029773341
Range	0.9701295439
Interquartile range (IQR)	0.3339111733

Descriptive statistics

Standard deviation	0.201548871
Coefficient of variation (CV)	0.3991518059
Kurtosis	-0.9044132014
Mean	0.5049429014
Median Absolute Deviation (MAD)	0.1685714556
Skewness	0.08465076136
Sum	151482.8704
Variance	0.04062194739
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4862561041	2	< 0.1%
0.2764418087	2	< 0.1%
0.5756927733	2	< 0.1%
0.6590147934	2	< 0.1%
0.2932241967	2	< 0.1%
0.7408512821	2	< 0.1%
0.6181024688	2	< 0.1%
0.7272338414	2	< 0.1%
0.7436206291	2	< 0.1%
0.337467558	2	< 0.1%
Other values (299884)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05964379697	1	< 0.1%
0.06314982847	1	< 0.1%
0.06655382025	1	< 0.1%
0.06978422146	1	< 0.1%
0.06998373298	1	< 0.1%

Value	Count	Frequency (%)
1.029773341	1	< 0.1%
1.028627392	1	< 0.1%
1.027378701	1	< 0.1%
1.025105811	1	< 0.1%
1.025025636	1	< 0.1%

cont11
Real number (ℝ_≥0)

Distinct	299877
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5299381007
Minimum	0.06416121457
Maximum	1.038048933
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.06416121457
5-th percentile	0.191424597
Q1	0.3166618274
median	0.5588266091
Q3	0.7203810423
95-th percentile	0.8677535134
Maximum	1.038048933
Range	0.9738877186
Interquartile range (IQR)	0.4037192148

Descriptive statistics

Standard deviation	0.2308599637
Coefficient of variation (CV)	0.4356357156
Kurtosis	-1.383586373
Mean	0.5299381007
Median Absolute Deviation (MAD)	0.2033826778
Skewness	-0.03074609761
Sum	158981.4302
Variance	0.05329632286
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7454032375	2	< 0.1%
0.7124307057	2	< 0.1%
0.6997179805	2	< 0.1%
0.708948735	2	< 0.1%
0.6799414024	2	< 0.1%
0.7254231375	2	< 0.1%
0.4293840502	2	< 0.1%
0.6578644058	2	< 0.1%
0.2757554015	2	< 0.1%
0.2719823734	2	< 0.1%
Other values (299867)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.06416121457	1	< 0.1%
0.06562327932	1	< 0.1%
0.06816543333	1	< 0.1%
0.06915909477	1	< 0.1%
0.070765679	1	< 0.1%

Value	Count	Frequency (%)
1.038048933	1	< 0.1%
1.036472705	1	< 0.1%
1.034723563	1	< 0.1%
1.033762813	1	< 0.1%
1.03273021	1	< 0.1%

cont12
Real number (ℝ)

Distinct	299824
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5245492482
Minimum	-0.005599995244
Maximum	0.9613704167
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	-0.005599995244
5-th percentile	0.2767894312
Q1	0.3321430521
median	0.4073648664
Q3	0.7324313196
95-th percentile	0.880974641
Maximum	0.9613704167
Range	0.9669704119
Interquartile range (IQR)	0.4002882675

Descriptive statistics

Standard deviation	0.2208917893
Coefficient of variation (CV)	0.4211078178
Kurtosis	-1.461532898
Mean	0.5245492482
Median Absolute Deviation (MAD)	0.1241142907
Skewness	0.3728983307
Sum	157364.7745
Variance	0.04879318256
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.33796517	2	< 0.1%
0.3057334428	2	< 0.1%
0.3280673977	2	< 0.1%
0.3585106814	2	< 0.1%
0.3503079769	2	< 0.1%
0.3373837636	2	< 0.1%
0.2691703888	2	< 0.1%
0.3441662932	2	< 0.1%
0.3203546768	2	< 0.1%
0.3533426701	2	< 0.1%
Other values (299814)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.005599995244	1	< 0.1%
0.0138050169	1	< 0.1%
0.01535109932	1	< 0.1%
0.01897772249	1	< 0.1%
0.02822295157	1	< 0.1%

Value	Count	Frequency (%)
0.9613704167	1	< 0.1%
0.9606612908	1	< 0.1%
0.9587155008	1	< 0.1%
0.958533659	1	< 0.1%
0.9580715793	1	< 0.1%

cont13
Real number (ℝ_≥0)

Distinct	299866
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.503349028
Minimum	0.1581209416
Maximum	0.8735786266
Zeros	0
Zeros (%)	0.0%
Memory size	2.3 MiB

Quantile statistics

Minimum	0.1581209416
5-th percentile	0.207126659
Q1	0.2912885661
median	0.433908679
Q3	0.7308702762
95-th percentile	0.8168110085
Maximum	0.8735786266
Range	0.7154576849
Interquartile range (IQR)	0.4395817102

Descriptive statistics

Standard deviation	0.2252176585
Coefficient of variation (CV)	0.4474383498
Kurtosis	-1.634448892
Mean	0.503349028
Median Absolute Deviation (MAD)	0.2096072261
Skewness	0.1307868945
Sum	151004.7084
Variance	0.05072299368
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6273081492	2	< 0.1%
0.288095053	2	< 0.1%
0.3884877383	2	< 0.1%
0.2686897208	2	< 0.1%
0.26994353	2	< 0.1%
0.2682442138	2	< 0.1%
0.3956211113	2	< 0.1%
0.4110199937	2	< 0.1%
0.7911254652	2	< 0.1%
0.6812815463	2	< 0.1%
Other values (299856)	299980	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1581209416	1	< 0.1%
0.158265398	1	< 0.1%
0.1586329232	1	< 0.1%
0.159824792	1	< 0.1%
0.1601819379	1	< 0.1%

Value	Count	Frequency (%)
0.8735786266	1	< 0.1%
0.8664160048	1	< 0.1%
0.8656272721	1	< 0.1%
0.8647702666	1	< 0.1%
0.8640303312	1	< 0.1%

target
Real number (ℝ_≥0)

Distinct	299648
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.456260484
Minimum	0
Maximum	10.30920751
Zeros	1
Zeros (%)	< 0.1%
Memory size	2.3 MiB

Quantile statistics

Minimum	0
5-th percentile	5.986960362
Q1	6.798340504
median	7.496503224
Q3	8.161166382
95-th percentile	8.769955955
Maximum	10.30920751
Range	10.30920751
Interquartile range (IQR)	1.362825879

Descriptive statistics

Standard deviation	0.8872947048
Coefficient of variation (CV)	0.1189999607
Kurtosis	-0.4364989081
Mean	7.456260484
Median Absolute Deviation (MAD)	0.6804074946
Skewness	-0.2012646961
Sum	2236878.145
Variance	0.7872918932
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.108285511	3	< 0.1%
6.932713792	2	< 0.1%
5.625573328	2	< 0.1%
5.733541388	2	< 0.1%
7.610031197	2	< 0.1%
8.050184107	2	< 0.1%
6.690032424	2	< 0.1%
8.038191225	2	< 0.1%
5.892355285	2	< 0.1%
7.640924121	2	< 0.1%
Other values (299638)	299979	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
2.391029438	1	< 0.1%
2.648898066	1	< 0.1%
2.857556711	1	< 0.1%
3.343645706	1	< 0.1%

Value	Count	Frequency (%)
10.30920751	1	< 0.1%
10.29096483	1	< 0.1%
10.28224856	1	< 0.1%
10.27913759	1	< 0.1%
10.25730878	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	id	cat0	cat1	cat2	cat3	cat4	cat5	cat6	cat7	cat8	cat9	cont0	cont1	cont2	cont3	cont4	cont5	cont6	cont7	cont8	cont9	cont10	cont11	cont12	cont13	target
0	1	A	B	A	A	B	D	A	E	C	I	0.923191	0.684968	0.124454	0.217886	0.281421	0.881122	0.421650	0.741413	0.895799	0.802461	0.724417	0.701915	0.877618	0.719903	6.994023
1	2	B	A	A	A	B	B	A	E	A	F	0.437627	0.014213	0.357438	0.846127	0.282354	0.440011	0.346230	0.278495	0.593413	0.546056	0.613252	0.741289	0.326679	0.808464	8.071256
2	3	A	A	A	C	B	D	A	B	C	N	0.732209	0.760122	0.454644	0.812990	0.293756	0.914155	0.369602	0.832564	0.865620	0.825251	0.264104	0.695561	0.869133	0.828352	5.760456
3	4	A	A	A	C	B	D	A	E	G	K	0.705142	0.771678	0.153735	0.732893	0.769785	0.934138	0.578930	0.407313	0.868099	0.794402	0.494269	0.698125	0.809799	0.614766	7.806457
4	6	A	B	A	A	B	B	A	E	C	F	0.486063	0.639349	0.496212	0.354186	0.279105	0.382600	0.705940	0.325193	0.440967	0.462146	0.724447	0.683073	0.343457	0.297743	6.868974
5	7	A	A	A	C	B	B	A	E	E	B	0.319723	0.741507	0.648946	0.434844	0.280691	0.245560	0.217362	0.606298	0.345282	0.351235	0.371940	0.222782	0.279227	0.773600	7.060652
6	8	A	B	A	C	B	D	A	E	G	F	0.867227	0.067449	0.199145	0.840979	0.278068	0.931266	0.633157	0.784185	0.912704	0.801154	0.599786	0.901656	0.837474	0.674477	6.165491
7	9	B	A	B	C	B	B	A	E	C	L	0.348204	0.619819	0.550846	0.182465	0.784294	0.363130	0.349324	0.252734	0.474170	0.434062	0.729585	0.575455	0.695125	0.224310	8.100110
8	10	A	B	B	A	B	D	A	E	E	F	0.920995	0.486993	0.244655	0.196558	0.278993	0.949677	0.532924	0.722310	0.924495	0.812624	0.594173	0.884272	0.816702	0.777538	8.180236
9	11	A	B	A	C	B	D	A	E	E	G	0.853132	0.353198	0.189864	0.249299	0.281267	0.825722	0.626083	0.310801	0.944050	0.491695	0.562309	0.555027	0.615598	0.484117	6.589764

Last rows

	id	cat0	cat1	cat2	cat3	cat4	cat5	cat6	cat7	cat8	cat9	cont0	cont1	cont2	cont3	cont4	cont5	cont6	cont7	cont8	cont9	cont10	cont11	cont12	cont13	target
299990	499980	A	A	A	C	B	D	A	D	G	F	0.899401	0.762942	0.114374	0.700306	0.279428	0.870174	0.776437	0.717039	0.927952	0.846331	0.902140	0.898102	0.873316	0.782536	6.199239
299991	499985	A	A	A	D	B	B	A	E	C	K	0.442036	0.418143	0.324973	0.276804	0.520999	0.338526	0.838508	0.372358	0.404663	0.722228	0.425598	0.850828	0.365547	0.697558	7.892157
299992	499988	A	B	A	C	B	B	A	E	E	L	0.392158	0.058307	0.498862	0.416967	0.424167	0.264094	0.322022	0.254636	0.310304	0.314588	0.244861	0.257667	0.331081	0.795666	8.199213
299993	499989	A	A	A	A	B	D	A	D	A	F	0.524388	0.298947	0.504207	0.281260	0.556754	0.783050	0.691795	0.694392	0.494858	0.522301	0.788228	0.851542	0.891290	0.733786	8.365215
299994	499992	A	A	A	A	B	D	A	E	C	F	0.474155	0.744986	0.491379	0.176338	0.584547	0.730974	0.578603	0.329631	0.503306	0.555314	0.713684	0.428304	0.647398	0.801595	6.783325
299995	499993	A	B	A	C	B	B	A	E	E	L	0.260716	0.712438	0.161661	0.442794	0.768447	0.269578	0.258655	0.363598	0.300619	0.340516	0.235711	0.383477	0.215227	0.793630	8.343538
299996	499996	A	B	A	C	B	B	A	E	E	L	0.173302	0.121591	0.592514	0.193711	0.775951	0.197211	0.257024	0.574304	0.227035	0.322583	0.286094	0.324874	0.306933	0.230902	7.851861
299997	499997	A	B	A	C	B	B	A	E	C	M	0.342856	0.617869	0.462991	0.418098	0.297406	0.449482	0.386172	0.476217	0.135947	0.502730	0.235788	0.316671	0.250286	0.349041	7.600558
299998	499998	A	B	B	C	B	B	A	D	E	F	0.599403	0.686054	0.660860	0.187199	0.758642	0.363130	0.324132	0.229017	0.220888	0.515304	0.389391	0.245234	0.303895	0.481138	8.272095
299999	499999	A	A	B	A	B	D	A	E	C	K	0.475451	0.037659	0.753772	0.398129	0.696047	0.734712	0.404145	0.497719	0.497974	0.782585	0.751251	0.608412	0.712868	0.452400	6.025685

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows